Overview
Dataset statistics
| Number of variables | 31 |
|---|---|
| Number of observations | 217 |
| Missing cells | 220 |
| Missing cells (%) | 3.3% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 114.7 KiB |
| Average record size in memory | 541.4 B |
Variable types
| Categorical | 12 |
|---|---|
| Numeric | 17 |
| DateTime | 1 |
| Boolean | 1 |
Dataset
| Description | Quality-verified clinical data for JHB_WRHI_003 |
|---|---|
| Creator | HEAT Research Programme |
| Author | RP2 Clinical Data Team |
| URL | https://github.com/Logic06183/RP2_dataoverview |
Variable descriptions
| study_source | Study identifier |
|---|---|
| Age (at enrolment) | Patient age at study enrollment |
| Sex | Biological sex |
| Race | Racial/ethnic group |
| enrollment_date | Date of study enrollment |
| visit_date | Date of clinic visit |
| primary_date | Primary reference date |
| study_arm | Study treatment arm |
| study_visit | Study visit number |
| Antiretroviral Therapy Status | Current ART status |
| BMI (kg/m²) | Body Mass Index |
| weight_kg | Body weight in kilograms |
| height_m | Height in meters |
| Waist circumference (cm) | Waist circumference in centimeters |
| hip_circumference_cm | Hip circumference in centimeters |
| waist_hip_ratio | Waist-to-hip ratio |
| systolic_bp_mmHg | Systolic blood pressure |
| diastolic_bp_mmHg | Diastolic blood pressure |
| heart_rate_bpm | Heart rate in beats per minute |
| Respiratory rate (breaths/min) | Respiratory rate |
| Oxygen saturation (%) | Oxygen saturation |
| body_temperature_celsius | Body temperature in Celsius |
| CD4 cell count (cells/µL) | CD4+ T lymphocyte count |
| HIV viral load (copies/mL) | HIV RNA copies per mL |
| cd4_percent | CD4+ percentage |
| cd8_count_cells_uL | CD8+ T lymphocyte count |
| cd4_cd8_ratio | CD4/CD8 ratio |
| Hematocrit (%) | Hematocrit |
| hemoglobin_g_dL | Hemoglobin concentration |
| White blood cell count (×10³/µL) | Total WBC count |
| Red blood cell count (×10⁶/µL) | Total RBC count |
| Platelet count (×10³/µL) | Platelet count |
| MCV (MEAN CELL VOLUME) | Mean corpuscular volume |
| mch_pg | Mean corpuscular hemoglobin |
| mchc_g_dL | Mean corpuscular hemoglobin concentration |
| RDW | Red cell distribution width |
| Lymphocyte count (×10⁹/L) | Lymphocyte absolute count |
| Neutrophil count (×10⁹/L) | Neutrophil absolute count |
| Monocyte count (×10⁹/L) | Monocyte absolute count |
| Eosinophil count (×10⁹/L) | Eosinophil absolute count |
| Basophil count (×10⁹/L) | Basophil absolute count |
| lymphocyte_percent | Lymphocyte percentage |
| neutrophil_percent | Neutrophil percentage |
| monocyte_percent | Monocyte percentage |
| eosinophil_percent | Eosinophil percentage |
| basophil_percent | Basophil percentage |
| ALT (U/L) | Alanine aminotransferase |
| AST (U/L) | Aspartate aminotransferase |
| Alkaline phosphatase (U/L) | Alkaline phosphatase |
| Total bilirubin (mg/dL) | Total bilirubin |
| direct_bilirubin_mg_dL | Direct bilirubin |
| indirect_bilirubin_mg_dL | Indirect bilirubin |
| Albumin (g/dL) | Serum albumin |
| Total protein (g/dL) | Total serum protein |
| ggt_u_L | Gamma-glutamyl transferase |
| creatinine_umol_L | Serum creatinine (µmol/L) |
| creatinine_mg_dL | Serum creatinine (mg/dL) |
| creatinine clearance | Estimated creatinine clearance |
| bun_mg_dL | Blood urea nitrogen |
| urea_mmol_L | Serum urea |
| egfr_ml_min | Estimated glomerular filtration rate |
| Sodium (mEq/L) | Serum sodium |
| Potassium (mEq/L) | Serum potassium |
| chloride_mEq_L | Serum chloride |
| bicarbonate_mEq_L | Serum bicarbonate |
| calcium_mg_dL | Serum calcium |
| magnesium_mg_dL | Serum magnesium |
| phosphate_mg_dL | Serum phosphate |
| total_cholesterol_mg_dL | Total cholesterol |
| hdl_cholesterol_mg_dL | HDL cholesterol |
| ldl_cholesterol_mg_dL | LDL cholesterol |
| Triglycerides (mg/dL) | Triglycerides |
| vldl_cholesterol_mg_dL | VLDL cholesterol |
| cholesterol_hdl_ratio | Total cholesterol/HDL ratio |
| fasting_glucose_mmol_L | Fasting blood glucose (mmol/L) |
| glucose_mg_dL | Blood glucose (mg/dL) |
| hba1c_percent | Glycated hemoglobin |
| insulin_uIU_mL | Serum insulin |
| lactate_mmol_L | Blood lactate |
| crp_mg_L | C-reactive protein |
| esr_mm_hr | Erythrocyte sedimentation rate |
| pt_seconds | Prothrombin time |
| inr | International normalized ratio |
| aptt_seconds | Activated partial thromboplastin time |
| uric_acid_mg_dL | Serum uric acid |
| ldh_u_L | Lactate dehydrogenase |
| ck_u_L | Creatine kinase |
| amylase_u_L | Serum amylase |
| lipase_u_L | Serum lipase |
| climate_daily_mean_temp | Daily mean temperature |
| climate_daily_max_temp | Daily maximum temperature |
| climate_daily_min_temp | Daily minimum temperature |
| climate_temp_anomaly | Temperature anomaly from baseline |
| climate_heat_day_p90 | Heat day indicator (>90th percentile) |
| climate_heat_day_p95 | Heat day indicator (>95th percentile) |
| climate_heat_stress_index | Heat stress index |
| climate_humidity | Relative humidity |
| climate_precipitation | Precipitation |
| climate_season | Season |
| cd4_correction_applied | Quality flag: CD4 corrections applied |
| final_comprehensive_fix_applied | Quality flag: Comprehensive corrections applied |
| waist_circ_unit_correction_applied | Quality flag: Waist circumference unit corrected |
| sa_biomarker_standards | South African biomarker reference standards applied |
study_source has constant value "JHB_WRHI_003" | Constant |
Antiretroviral Therapy Status has constant value "Positive" | Constant |
Albumin (g/dL) has constant value "41.0" | Constant |
cd4_correction_applied has constant value "0.0" | Constant |
final_comprehensive_fix_applied has constant value "1.0" | Constant |
waist_circ_unit_correction_applied has constant value "False" | Constant |
sa_biomarker_standards has constant value "1.0" | Constant |
ALT (U/L) is highly overall correlated with AST (U/L) | High correlation |
AST (U/L) is highly overall correlated with ALT (U/L) | High correlation |
CD4 cell count (cells/µL) is highly overall correlated with White blood cell count (×10³/µL) | High correlation |
Sex is highly overall correlated with creatinine_umol_L and 1 other fields | High correlation |
White blood cell count (×10³/µL) is highly overall correlated with CD4 cell count (cells/µL) | High correlation |
climate_daily_max_temp is highly overall correlated with climate_daily_mean_temp and 5 other fields | High correlation |
climate_daily_mean_temp is highly overall correlated with climate_daily_max_temp and 5 other fields | High correlation |
climate_daily_min_temp is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_heat_day_p90 is highly overall correlated with climate_daily_max_temp and 5 other fields | High correlation |
climate_heat_day_p95 is highly overall correlated with climate_daily_max_temp and 5 other fields | High correlation |
climate_heat_stress_index is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_season is highly overall correlated with climate_daily_max_temp and 4 other fields | High correlation |
climate_temp_anomaly is highly overall correlated with climate_heat_day_p90 and 2 other fields | High correlation |
creatinine clearance is highly overall correlated with creatinine_umol_L | High correlation |
creatinine_umol_L is highly overall correlated with Sex and 1 other fields | High correlation |
hemoglobin_g_dL is highly overall correlated with Sex | High correlation |
Race is highly imbalanced (95.8%) | Imbalance |
HIV viral load (copies/mL) is highly imbalanced (61.9%) | Imbalance |
CD4 cell count (cells/µL) has 4 (1.8%) missing values | Missing |
Albumin (g/dL) has 216 (99.5%) missing values | Missing |
Reproduction
| Analysis started | 2025-11-25 05:11:27.919990 |
|---|---|
| Analysis finished | 2025-11-25 05:11:37.516520 |
| Duration | 9.6 seconds |
| Software version | ydata-profiling vv4.18.0 |
| Download configuration | config.json |
Variables
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 14.6 KiB |
| JHB_WRHI_003 |
|---|
Length
| Max length | 12 |
|---|---|
| Median length | 12 |
| Mean length | 12 |
| Min length | 12 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | JHB_WRHI_003 |
|---|---|
| 2nd row | JHB_WRHI_003 |
| 3rd row | JHB_WRHI_003 |
| 4th row | JHB_WRHI_003 |
| 5th row | JHB_WRHI_003 |
Common Values
| Value | Count | Frequency (%) |
| JHB_WRHI_003 | 217 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| jhb_wrhi_003 | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| H | 434 | |
| _ | 434 | |
| 0 | 434 | |
| J | 217 | |
| B | 217 | |
| W | 217 | |
| R | 217 | |
| I | 217 | |
| 3 | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1519 | |
| Decimal Number | 651 | |
| Connector Punctuation | 434 | 16.7% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| H | 434 | |
| J | 217 | |
| B | 217 | |
| W | 217 | |
| R | 217 | |
| I | 217 |
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 434 | |
| 3 | 217 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 434 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1519 | |
| Common | 1085 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| H | 434 | |
| J | 217 | |
| B | 217 | |
| W | 217 | |
| R | 217 | |
| I | 217 |
Common
| Value | Count | Frequency (%) |
| _ | 434 | |
| 0 | 434 | |
| 3 | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2604 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| H | 434 | |
| _ | 434 | |
| 0 | 434 | |
| J | 217 | |
| B | 217 | |
| W | 217 | |
| R | 217 | |
| I | 217 | |
| 3 | 217 |
Age (at enrolment)
Real number (ℝ)
Patient age at study enrollment
| Distinct | 39 |
|---|---|
| Distinct (%) | 18.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.663594 |
| Minimum | 20 |
|---|---|
| Maximum | 67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 30 |
| Q1 | 36 |
| median | 40 |
| Q3 | 47 |
| 95-th percentile | 56.2 |
| Maximum | 67 |
| Range | 47 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.0984802 |
|---|---|
| Coefficient of variation (CV) | 0.19437786 |
| Kurtosis | -0.0090547417 |
| Mean | 41.663594 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.40369989 |
| Sum | 9041 |
| Variance | 65.585381 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 40 | 16 | 7.4% |
| 39 | 15 | 6.9% |
| 46 | 13 | 6.0% |
| 34 | 13 | 6.0% |
| 37 | 13 | 6.0% |
| 35 | 11 | 5.1% |
| 42 | 11 | 5.1% |
| 38 | 10 | 4.6% |
| 44 | 9 | 4.1% |
| 49 | 7 | 3.2% |
| Other values (29) | 99 |
| Value | Count | Frequency (%) |
| 20 | 1 | 0.5% |
| 25 | 1 | 0.5% |
| 26 | 2 | 0.9% |
| 27 | 1 | 0.5% |
| 28 | 2 | 0.9% |
| 29 | 1 | 0.5% |
| 30 | 7 | |
| 31 | 6 | |
| 32 | 1 | 0.5% |
| 33 | 5 |
| Value | Count | Frequency (%) |
| 67 | 1 | 0.5% |
| 63 | 1 | 0.5% |
| 62 | 1 | 0.5% |
| 61 | 1 | 0.5% |
| 58 | 2 | 0.9% |
| 57 | 5 | |
| 56 | 1 | 0.5% |
| 55 | 4 | |
| 54 | 7 | |
| 53 | 4 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.2 KiB |
| Female | |
|---|---|
| Male |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.4101382 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Female |
| 4th row | Female |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Female | 153 | |
| Male | 64 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| female | 153 | |
| male | 64 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 370 | |
| a | 217 | |
| l | 217 | |
| F | 153 | |
| m | 153 | |
| M | 64 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 957 | |
| Uppercase Letter | 217 | 18.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 370 | |
| a | 217 | |
| l | 217 | |
| m | 153 |
Uppercase Letter
| Value | Count | Frequency (%) |
| F | 153 | |
| M | 64 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1174 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 370 | |
| a | 217 | |
| l | 217 | |
| F | 153 | |
| m | 153 | |
| M | 64 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1174 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 370 | |
| a | 217 | |
| l | 217 | |
| F | 153 | |
| m | 153 | |
| M | 64 | 5.5% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.1 KiB |
| Black | |
|---|---|
| Mixed Race | 1 |
Length
| Max length | 10 |
|---|---|
| Median length | 5 |
| Mean length | 5.0230415 |
| Min length | 5 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.5% |
Sample
| 1st row | Black |
|---|---|
| 2nd row | Black |
| 3rd row | Black |
| 4th row | Black |
| 5th row | Black |
Common Values
| Value | Count | Frequency (%) |
| Black | 216 | |
| Mixed Race | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| black | 216 | |
| mixed | 1 | 0.5% |
| race | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 217 | |
| c | 217 | |
| B | 216 | |
| l | 216 | |
| k | 216 | |
| e | 2 | 0.2% |
| M | 1 | 0.1% |
| i | 1 | 0.1% |
| x | 1 | 0.1% |
| d | 1 | 0.1% |
| Other values (2) | 2 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 871 | |
| Uppercase Letter | 218 | 20.0% |
| Space Separator | 1 | 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 217 | |
| c | 217 | |
| l | 216 | |
| k | 216 | |
| e | 2 | 0.2% |
| i | 1 | 0.1% |
| x | 1 | 0.1% |
| d | 1 | 0.1% |
Uppercase Letter
| Value | Count | Frequency (%) |
| B | 216 | |
| M | 1 | 0.5% |
| R | 1 | 0.5% |
Space Separator
| Value | Count | Frequency (%) |
| 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1089 | |
| Common | 1 | 0.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 217 | |
| c | 217 | |
| B | 216 | |
| l | 216 | |
| k | 216 | |
| e | 2 | 0.2% |
| M | 1 | 0.1% |
| i | 1 | 0.1% |
| x | 1 | 0.1% |
| d | 1 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1090 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 217 | |
| c | 217 | |
| B | 216 | |
| l | 216 | |
| k | 216 | |
| e | 2 | 0.2% |
| M | 1 | 0.1% |
| i | 1 | 0.1% |
| x | 1 | 0.1% |
| d | 1 | 0.1% |
| Other values (2) | 2 | 0.2% |
primary_date
Date
Primary reference date
| Distinct | 112 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 3.4 KiB |
| Minimum | 2016-07-19 00:00:00 |
|---|---|
| Maximum | 2017-06-15 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
Histogram with fixed size bins (bins=50)
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.8 KiB |
| Positive |
|---|
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Positive |
|---|---|
| 2nd row | Positive |
| 3rd row | Positive |
| 4th row | Positive |
| 5th row | Positive |
Common Values
| Value | Count | Frequency (%) |
| Positive | 217 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| positive | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 434 | |
| P | 217 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1519 | |
| Uppercase Letter | 217 | 12.5% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| i | 434 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
Uppercase Letter
| Value | Count | Frequency (%) |
| P | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1736 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| i | 434 | |
| P | 217 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1736 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| i | 434 | |
| P | 217 | |
| o | 217 | |
| s | 217 | |
| t | 217 | |
| v | 217 | |
| e | 217 |
| Distinct | 194 |
|---|---|
| Distinct (%) | 91.1% |
| Missing | 4 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 669.23944 |
| Minimum | 90 |
|---|---|
| Maximum | 1596 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 90 |
|---|---|
| 5-th percentile | 210.4 |
| Q1 | 496 |
| median | 637 |
| Q3 | 885 |
| 95-th percentile | 1136.8 |
| Maximum | 1596 |
| Range | 1506 |
| Interquartile range (IQR) | 389 |
Descriptive statistics
| Standard deviation | 278.34576 |
|---|---|
| Coefficient of variation (CV) | 0.41591357 |
| Kurtosis | 0.1796013 |
| Mean | 669.23944 |
| Median Absolute Deviation (MAD) | 184 |
| Skewness | 0.39364919 |
| Sum | 142548 |
| Variance | 77476.362 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 894 | 3 | 1.4% |
| 596 | 3 | 1.4% |
| 947 | 3 | 1.4% |
| 620 | 2 | 0.9% |
| 404 | 2 | 0.9% |
| 567 | 2 | 0.9% |
| 847 | 2 | 0.9% |
| 626 | 2 | 0.9% |
| 594 | 2 | 0.9% |
| 651 | 2 | 0.9% |
| Other values (184) | 190 | |
| (Missing) | 4 | 1.8% |
| Value | Count | Frequency (%) |
| 90 | 1 | |
| 121 | 1 | |
| 128 | 1 | |
| 138 | 1 | |
| 154 | 1 | |
| 160 | 1 | |
| 165 | 1 | |
| 177 | 1 | |
| 178 | 1 | |
| 190 | 1 |
| Value | Count | Frequency (%) |
| 1596 | 1 | |
| 1501 | 1 | |
| 1371 | 1 | |
| 1339 | 1 | |
| 1254 | 1 | |
| 1239 | 1 | |
| 1230 | 1 | |
| 1187 | 1 | |
| 1184 | 1 | |
| 1178 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.8 KiB |
| 0.0 | |
|---|---|
| 40.0 | |
| 41.0 | 1 |
| 63.0 | 1 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.1889401 |
| Min length | 3 |
Unique
| Unique | 2 ? |
|---|---|
| Unique (%) | 0.9% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 40.0 |
| 4th row | 0.0 |
| 5th row | 40.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 176 | |
| 40.0 | 39 | 18.0% |
| 41.0 | 1 | 0.5% |
| 63.0 | 1 | 0.5% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 176 | |
| 40.0 | 39 | 18.0% |
| 41.0 | 1 | 0.5% |
| 63.0 | 1 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 432 | |
| . | 217 | |
| 4 | 40 | 5.8% |
| 1 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 3 | 1 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 475 | |
| Other Punctuation | 217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 432 | |
| 4 | 40 | 8.4% |
| 1 | 1 | 0.2% |
| 6 | 1 | 0.2% |
| 3 | 1 | 0.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 692 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 432 | |
| . | 217 | |
| 4 | 40 | 5.8% |
| 1 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 3 | 1 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 692 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 432 | |
| . | 217 | |
| 4 | 40 | 5.8% |
| 1 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| Distinct | 68 |
|---|---|
| Distinct (%) | 31.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 13.53871 |
| Minimum | 7.6 |
|---|---|
| Maximum | 17.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 7.6 |
|---|---|
| 5-th percentile | 10.5 |
| Q1 | 12.5 |
| median | 13.5 |
| Q3 | 14.7 |
| 95-th percentile | 16.3 |
| Maximum | 17.7 |
| Range | 10.1 |
| Interquartile range (IQR) | 2.2 |
Descriptive statistics
| Standard deviation | 1.753429 |
|---|---|
| Coefficient of variation (CV) | 0.12951227 |
| Kurtosis | 0.35834819 |
| Mean | 13.53871 |
| Median Absolute Deviation (MAD) | 1.1 |
| Skewness | -0.28913593 |
| Sum | 2937.9 |
| Variance | 3.0745131 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 14 | 10 | 4.6% |
| 14.1 | 9 | 4.1% |
| 12.5 | 7 | 3.2% |
| 12.9 | 7 | 3.2% |
| 13 | 7 | 3.2% |
| 13.3 | 7 | 3.2% |
| 13.8 | 6 | 2.8% |
| 15.5 | 6 | 2.8% |
| 14.6 | 6 | 2.8% |
| 13.2 | 6 | 2.8% |
| Other values (58) | 146 |
| Value | Count | Frequency (%) |
| 7.6 | 1 | 0.5% |
| 8.6 | 1 | 0.5% |
| 9 | 1 | 0.5% |
| 9.3 | 1 | 0.5% |
| 9.7 | 1 | 0.5% |
| 9.9 | 1 | 0.5% |
| 10.1 | 3 | |
| 10.4 | 1 | 0.5% |
| 10.5 | 3 | |
| 10.6 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 17.7 | 1 | 0.5% |
| 17.6 | 1 | 0.5% |
| 17.4 | 1 | 0.5% |
| 17.3 | 1 | 0.5% |
| 16.9 | 3 | |
| 16.5 | 1 | 0.5% |
| 16.4 | 1 | 0.5% |
| 16.3 | 5 | |
| 16 | 1 | 0.5% |
| 15.9 | 3 |
| Distinct | 170 |
|---|---|
| Distinct (%) | 78.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.4964055 |
| Minimum | 2.25 |
|---|---|
| Maximum | 15.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 2.25 |
|---|---|
| 5-th percentile | 3.358 |
| Q1 | 4.36 |
| median | 5.21 |
| Q3 | 6.5 |
| 95-th percentile | 8.102 |
| Maximum | 15.85 |
| Range | 13.6 |
| Interquartile range (IQR) | 2.14 |
Descriptive statistics
| Standard deviation | 1.7174402 |
|---|---|
| Coefficient of variation (CV) | 0.31246607 |
| Kurtosis | 8.8783306 |
| Mean | 5.4964055 |
| Median Absolute Deviation (MAD) | 0.99 |
| Skewness | 1.8992561 |
| Sum | 1192.72 |
| Variance | 2.9496009 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 4.36 | 3 | 1.4% |
| 4.45 | 3 | 1.4% |
| 5.74 | 3 | 1.4% |
| 5.98 | 3 | 1.4% |
| 4.22 | 3 | 1.4% |
| 5.21 | 2 | 0.9% |
| 4.47 | 2 | 0.9% |
| 4.15 | 2 | 0.9% |
| 4.2 | 2 | 0.9% |
| 7.48 | 2 | 0.9% |
| Other values (160) | 192 |
| Value | Count | Frequency (%) |
| 2.25 | 1 | |
| 2.28 | 1 | |
| 2.4 | 1 | |
| 2.48 | 1 | |
| 2.5 | 1 | |
| 2.97 | 1 | |
| 3.15 | 1 | |
| 3.17 | 1 | |
| 3.21 | 1 | |
| 3.25 | 1 |
| Value | Count | Frequency (%) |
| 15.85 | 1 | |
| 14.98 | 1 | |
| 8.97 | 1 | |
| 8.91 | 1 | |
| 8.64 | 1 | |
| 8.56 | 1 | |
| 8.47 | 2 | |
| 8.3 | 1 | |
| 8.21 | 1 | |
| 8.15 | 1 |
Platelet count (×10³/µL)
Real number (ℝ)
Platelet count
| Distinct | 145 |
|---|---|
| Distinct (%) | 66.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 264.53456 |
| Minimum | 110 |
|---|---|
| Maximum | 588 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 110 |
|---|---|
| 5-th percentile | 171.8 |
| Q1 | 219 |
| median | 251 |
| Q3 | 306 |
| 95-th percentile | 385.4 |
| Maximum | 588 |
| Range | 478 |
| Interquartile range (IQR) | 87 |
Descriptive statistics
| Standard deviation | 71.369474 |
|---|---|
| Coefficient of variation (CV) | 0.26979262 |
| Kurtosis | 2.7657312 |
| Mean | 264.53456 |
| Median Absolute Deviation (MAD) | 44 |
| Skewness | 1.1693336 |
| Sum | 57404 |
| Variance | 5093.6018 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 207 | 4 | 1.8% |
| 234 | 4 | 1.8% |
| 230 | 4 | 1.8% |
| 264 | 4 | 1.8% |
| 245 | 4 | 1.8% |
| 164 | 3 | 1.4% |
| 205 | 3 | 1.4% |
| 237 | 3 | 1.4% |
| 235 | 3 | 1.4% |
| 219 | 3 | 1.4% |
| Other values (135) | 182 |
| Value | Count | Frequency (%) |
| 110 | 1 | 0.5% |
| 134 | 1 | 0.5% |
| 141 | 1 | 0.5% |
| 146 | 1 | 0.5% |
| 148 | 1 | 0.5% |
| 163 | 1 | 0.5% |
| 164 | 3 | |
| 165 | 1 | 0.5% |
| 171 | 1 | 0.5% |
| 172 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 588 | 1 | |
| 527 | 2 | |
| 477 | 1 | |
| 460 | 1 | |
| 447 | 1 | |
| 422 | 1 | |
| 403 | 1 | |
| 399 | 1 | |
| 390 | 1 | |
| 387 | 1 |
MCV (MEAN CELL VOLUME)
Real number (ℝ)
Mean corpuscular volume
| Distinct | 166 |
|---|---|
| Distinct (%) | 76.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.740553 |
| Minimum | 60.5 |
|---|---|
| Maximum | 121.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 60.5 |
|---|---|
| 5-th percentile | 77.26 |
| Q1 | 89.3 |
| median | 96.6 |
| Q3 | 106.4 |
| 95-th percentile | 112.82 |
| Maximum | 121.1 |
| Range | 60.6 |
| Interquartile range (IQR) | 17.1 |
Descriptive statistics
| Standard deviation | 11.520048 |
|---|---|
| Coefficient of variation (CV) | 0.11908189 |
| Kurtosis | -0.11213617 |
| Mean | 96.740553 |
| Median Absolute Deviation (MAD) | 8.7 |
| Skewness | -0.43326315 |
| Sum | 20992.7 |
| Variance | 132.7115 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 109.5 | 4 | 1.8% |
| 92.3 | 4 | 1.8% |
| 111.4 | 4 | 1.8% |
| 95.6 | 3 | 1.4% |
| 109.7 | 3 | 1.4% |
| 87.3 | 2 | 0.9% |
| 99.4 | 2 | 0.9% |
| 100.2 | 2 | 0.9% |
| 103 | 2 | 0.9% |
| 93 | 2 | 0.9% |
| Other values (156) | 189 |
| Value | Count | Frequency (%) |
| 60.5 | 1 | |
| 62.2 | 1 | |
| 67 | 1 | |
| 68.2 | 1 | |
| 69.5 | 1 | |
| 72.3 | 1 | |
| 73.9 | 1 | |
| 75.3 | 1 | |
| 76.1 | 1 | |
| 76.7 | 1 |
| Value | Count | Frequency (%) |
| 121.1 | 1 | |
| 117.1 | 1 | |
| 115.7 | 1 | |
| 114.7 | 1 | |
| 114 | 1 | |
| 113.7 | 1 | |
| 113.6 | 1 | |
| 113.4 | 1 | |
| 113 | 1 | |
| 112.9 | 2 |
RDW
Real number (ℝ)
Red cell distribution width
| Distinct | 58 |
|---|---|
| Distinct (%) | 26.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14.628111 |
| Minimum | 11.9 |
|---|---|
| Maximum | 23.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 11.9 |
|---|---|
| 5-th percentile | 12.6 |
| Q1 | 13.5 |
| median | 14.3 |
| Q3 | 15.1 |
| 95-th percentile | 18.34 |
| Maximum | 23.9 |
| Range | 12 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.805263 |
|---|---|
| Coefficient of variation (CV) | 0.12341054 |
| Kurtosis | 5.6324967 |
| Mean | 14.628111 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | 2.0358278 |
| Sum | 3174.3 |
| Variance | 3.2589747 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.8 | 12 | 5.5% |
| 14.3 | 11 | 5.1% |
| 13.3 | 10 | 4.6% |
| 14.1 | 10 | 4.6% |
| 14.2 | 9 | 4.1% |
| 15 | 8 | 3.7% |
| 13.4 | 8 | 3.7% |
| 13.9 | 8 | 3.7% |
| 15.2 | 8 | 3.7% |
| 14.7 | 7 | 3.2% |
| Other values (48) | 126 |
| Value | Count | Frequency (%) |
| 11.9 | 1 | 0.5% |
| 12.1 | 3 | |
| 12.2 | 1 | 0.5% |
| 12.4 | 1 | 0.5% |
| 12.5 | 3 | |
| 12.6 | 6 | |
| 12.7 | 1 | 0.5% |
| 12.8 | 2 | 0.9% |
| 12.9 | 4 | |
| 13 | 3 |
| Value | Count | Frequency (%) |
| 23.9 | 1 | |
| 21.9 | 1 | |
| 20.8 | 2 | |
| 20.5 | 1 | |
| 20 | 1 | |
| 19.8 | 2 | |
| 19.5 | 1 | |
| 18.9 | 1 | |
| 18.5 | 1 | |
| 18.3 | 2 |
| Distinct | 42 |
|---|---|
| Distinct (%) | 19.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.926267 |
| Minimum | 6 |
|---|---|
| Maximum | 98 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14 |
| median | 17 |
| Q3 | 24 |
| 95-th percentile | 41 |
| Maximum | 98 |
| Range | 92 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 13.499798 |
|---|---|
| Coefficient of variation (CV) | 0.64511255 |
| Kurtosis | 14.618813 |
| Mean | 20.926267 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 3.3227683 |
| Sum | 4541 |
| Variance | 182.24454 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=42)
| Value | Count | Frequency (%) |
| 15 | 17 | 7.8% |
| 14 | 16 | 7.4% |
| 17 | 15 | 6.9% |
| 12 | 14 | 6.5% |
| 16 | 13 | 6.0% |
| 10 | 11 | 5.1% |
| 21 | 11 | 5.1% |
| 13 | 10 | 4.6% |
| 18 | 9 | 4.1% |
| 20 | 8 | 3.7% |
| Other values (32) | 93 |
| Value | Count | Frequency (%) |
| 6 | 2 | 0.9% |
| 7 | 1 | 0.5% |
| 8 | 2 | 0.9% |
| 9 | 4 | 1.8% |
| 10 | 11 | |
| 11 | 8 | |
| 12 | 14 | |
| 13 | 10 | |
| 14 | 16 | |
| 15 | 17 |
| Value | Count | Frequency (%) |
| 98 | 2 | |
| 97 | 1 | |
| 71 | 1 | |
| 70 | 1 | |
| 64 | 1 | |
| 50 | 1 | |
| 46 | 2 | |
| 43 | 1 | |
| 41 | 2 | |
| 40 | 2 |
| Distinct | 34 |
|---|---|
| Distinct (%) | 15.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.705069 |
| Minimum | 10 |
|---|---|
| Maximum | 97 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 14.8 |
| Q1 | 18 |
| median | 21 |
| Q3 | 25 |
| 95-th percentile | 33.2 |
| Maximum | 97 |
| Range | 87 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 8.3258645 |
|---|---|
| Coefficient of variation (CV) | 0.36669629 |
| Kurtosis | 30.009058 |
| Mean | 22.705069 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 4.0488585 |
| Sum | 4927 |
| Variance | 69.32002 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=34)
| Value | Count | Frequency (%) |
| 22 | 19 | 8.8% |
| 20 | 18 | 8.3% |
| 21 | 18 | 8.3% |
| 17 | 17 | 7.8% |
| 23 | 14 | 6.5% |
| 19 | 13 | 6.0% |
| 15 | 13 | 6.0% |
| 18 | 13 | 6.0% |
| 25 | 11 | 5.1% |
| 24 | 11 | 5.1% |
| Other values (24) | 70 |
| Value | Count | Frequency (%) |
| 10 | 1 | 0.5% |
| 12 | 3 | 1.4% |
| 13 | 1 | 0.5% |
| 14 | 6 | 2.8% |
| 15 | 13 | |
| 16 | 8 | |
| 17 | 17 | |
| 18 | 13 | |
| 19 | 13 | |
| 20 | 18 |
| Value | Count | Frequency (%) |
| 97 | 1 | |
| 55 | 1 | |
| 50 | 1 | |
| 48 | 1 | |
| 43 | 1 | |
| 41 | 1 | |
| 40 | 1 | |
| 39 | 1 | |
| 38 | 1 | |
| 35 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 216 |
| Missing (%) | 99.5% |
| Memory size | 13.6 KiB |
| 41.0 |
|---|
Length
| Max length | 4 |
|---|---|
| Median length | 4 |
| Mean length | 4 |
| Min length | 4 |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | 41.0 |
|---|
Common Values
| Value | Count | Frequency (%) |
| 41.0 | 1 | 0.5% |
| (Missing) | 216 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 41.0 | 1 |
Most occurring characters
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 3 | |
| Other Punctuation | 1 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 1 | 1 | |
| 0 | 1 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 1 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 4 | 1 | |
| 1 | 1 | |
| . | 1 | |
| 0 | 1 |
| Distinct | 59 |
|---|---|
| Distinct (%) | 27.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 63.866359 |
| Minimum | 31 |
|---|---|
| Maximum | 169 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 44 |
| Q1 | 54 |
| median | 62 |
| Q3 | 71 |
| 95-th percentile | 91 |
| Maximum | 169 |
| Range | 138 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 15.771975 |
|---|---|
| Coefficient of variation (CV) | 0.24695278 |
| Kurtosis | 8.6528075 |
| Mean | 63.866359 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | 1.8734959 |
| Sum | 13859 |
| Variance | 248.75521 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 62 | 11 | 5.1% |
| 54 | 10 | 4.6% |
| 65 | 9 | 4.1% |
| 66 | 8 | 3.7% |
| 48 | 8 | 3.7% |
| 57 | 7 | 3.2% |
| 59 | 7 | 3.2% |
| 52 | 7 | 3.2% |
| 58 | 7 | 3.2% |
| 63 | 7 | 3.2% |
| Other values (49) | 136 |
| Value | Count | Frequency (%) |
| 31 | 1 | 0.5% |
| 39 | 1 | 0.5% |
| 41 | 1 | 0.5% |
| 42 | 2 | 0.9% |
| 43 | 3 | 1.4% |
| 44 | 4 | |
| 45 | 5 | |
| 46 | 2 | 0.9% |
| 47 | 3 | 1.4% |
| 48 | 8 |
| Value | Count | Frequency (%) |
| 169 | 1 | |
| 114 | 1 | |
| 110 | 1 | |
| 99 | 2 | |
| 98 | 1 | |
| 96 | 1 | |
| 95 | 1 | |
| 94 | 1 | |
| 92 | 1 | |
| 91 | 2 |
| Distinct | 113 |
|---|---|
| Distinct (%) | 52.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 129.04147 |
| Minimum | 40 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 40 |
|---|---|
| 5-th percentile | 77.8 |
| Q1 | 100 |
| median | 126 |
| Q3 | 153 |
| 95-th percentile | 192 |
| Maximum | 243 |
| Range | 203 |
| Interquartile range (IQR) | 53 |
Descriptive statistics
| Standard deviation | 37.493371 |
|---|---|
| Coefficient of variation (CV) | 0.29055287 |
| Kurtosis | -0.35583415 |
| Mean | 129.04147 |
| Median Absolute Deviation (MAD) | 26 |
| Skewness | 0.36660724 |
| Sum | 28002 |
| Variance | 1405.7529 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 130 | 7 | 3.2% |
| 120 | 5 | 2.3% |
| 93 | 5 | 2.3% |
| 127 | 5 | 2.3% |
| 100 | 5 | 2.3% |
| 94 | 5 | 2.3% |
| 90 | 5 | 2.3% |
| 86 | 4 | 1.8% |
| 119 | 4 | 1.8% |
| 135 | 4 | 1.8% |
| Other values (103) | 168 |
| Value | Count | Frequency (%) |
| 40 | 1 | |
| 59 | 1 | |
| 60 | 1 | |
| 64 | 2 | |
| 65 | 2 | |
| 66 | 1 | |
| 68 | 1 | |
| 71 | 1 | |
| 77 | 1 | |
| 78 | 1 |
| Value | Count | Frequency (%) |
| 243 | 1 | |
| 225 | 1 | |
| 217 | 1 | |
| 209 | 1 | |
| 205 | 1 | |
| 203 | 1 | |
| 199 | 2 | |
| 198 | 1 | |
| 197 | 1 | |
| 196 | 1 |
total_cholesterol_mg_dL
Real number (ℝ)
Total cholesterol
| Distinct | 155 |
|---|---|
| Distinct (%) | 71.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.9320276 |
| Minimum | 2.82 |
|---|---|
| Maximum | 8.18 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 2.82 |
|---|---|
| 5-th percentile | 3.43 |
| Q1 | 4.28 |
| median | 4.74 |
| Q3 | 5.53 |
| 95-th percentile | 6.698 |
| Maximum | 8.18 |
| Range | 5.36 |
| Interquartile range (IQR) | 1.25 |
Descriptive statistics
| Standard deviation | 0.962825 |
|---|---|
| Coefficient of variation (CV) | 0.1952189 |
| Kurtosis | -0.033836679 |
| Mean | 4.9320276 |
| Median Absolute Deviation (MAD) | 0.61 |
| Skewness | 0.41501086 |
| Sum | 1070.25 |
| Variance | 0.92703198 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 5.58 | 4 | 1.8% |
| 3.74 | 3 | 1.4% |
| 4.79 | 3 | 1.4% |
| 4.07 | 3 | 1.4% |
| 4.96 | 3 | 1.4% |
| 6.04 | 3 | 1.4% |
| 4.38 | 3 | 1.4% |
| 4.18 | 3 | 1.4% |
| 3.69 | 3 | 1.4% |
| 5.32 | 3 | 1.4% |
| Other values (145) | 186 |
| Value | Count | Frequency (%) |
| 2.82 | 1 | 0.5% |
| 2.85 | 1 | 0.5% |
| 2.89 | 1 | 0.5% |
| 3.08 | 1 | 0.5% |
| 3.19 | 1 | 0.5% |
| 3.34 | 1 | 0.5% |
| 3.39 | 2 | |
| 3.4 | 1 | 0.5% |
| 3.43 | 3 | |
| 3.57 | 1 | 0.5% |
| Value | Count | Frequency (%) |
| 8.18 | 1 | |
| 7.34 | 1 | |
| 7.09 | 2 | |
| 6.97 | 1 | |
| 6.82 | 1 | |
| 6.81 | 1 | |
| 6.79 | 1 | |
| 6.78 | 1 | |
| 6.73 | 2 | |
| 6.69 | 1 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 KiB |
| 0.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 217 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 434 | |
| . | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 434 | |
| Other Punctuation | 217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 434 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 651 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 434 | |
| . | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 434 | |
| . | 217 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 217 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 217 | |
| . | 217 | |
| 0 | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 434 | |
| Other Punctuation | 217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 217 | |
| 0 | 217 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 651 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 217 | |
| . | 217 | |
| 0 | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 217 | |
| . | 217 | |
| 0 | 217 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.9 KiB |
| False |
|---|
| Value | Count | Frequency (%) |
| False | 217 |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 KiB |
| 1.0 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 217 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 217 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 217 | |
| . | 217 | |
| 0 | 217 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 434 | |
| Other Punctuation | 217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 217 | |
| 0 | 217 |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 651 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 217 | |
| . | 217 | |
| 0 | 217 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 217 | |
| . | 217 | |
| 0 | 217 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.470991 |
| Minimum | 10.663 |
|---|---|
| Maximum | 24.189 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 10.663 |
|---|---|
| 5-th percentile | 10.663 |
| Q1 | 13.167 |
| median | 19.417 |
| Q3 | 20.448 |
| 95-th percentile | 24.189 |
| Maximum | 24.189 |
| Range | 13.526 |
| Interquartile range (IQR) | 7.281 |
Descriptive statistics
| Standard deviation | 4.1938266 |
|---|---|
| Coefficient of variation (CV) | 0.24004515 |
| Kurtosis | -1.1589903 |
| Mean | 17.470991 |
| Median Absolute Deviation (MAD) | 2.389 |
| Skewness | -0.2628608 |
| Sum | 3791.205 |
| Variance | 17.588182 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 10.663 | 25 | |
| 19.417 | 24 | |
| 20.448 | 24 | |
| 17.789 | 24 | |
| 12.628 | 23 | |
| 21.806 | 22 | |
| 19.739 | 21 | |
| 24.189 | 18 | |
| 14.301 | 14 | |
| 13.167 | 13 | |
| Other values (2) | 9 | 4.1% |
| Value | Count | Frequency (%) |
| 10.663 | 25 | |
| 11.285 | 2 | 0.9% |
| 12.628 | 23 | |
| 13.167 | 13 | |
| 14.301 | 14 | |
| 17.789 | 24 | |
| 18.126 | 7 | 3.2% |
| 19.417 | 24 | |
| 19.739 | 21 | |
| 20.448 | 24 |
| Value | Count | Frequency (%) |
| 24.189 | 18 | |
| 21.806 | 22 | |
| 20.448 | 24 | |
| 19.739 | 21 | |
| 19.417 | 24 | |
| 18.126 | 7 | 3.2% |
| 17.789 | 24 | |
| 14.301 | 14 | |
| 13.167 | 13 | |
| 12.628 | 23 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.035825 |
| Minimum | 18.377 |
|---|---|
| Maximum | 30.892 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 18.377 |
|---|---|
| 5-th percentile | 18.377 |
| Q1 | 22.237 |
| median | 25.312 |
| Q3 | 27.258 |
| 95-th percentile | 30.892 |
| Maximum | 30.892 |
| Range | 12.515 |
| Interquartile range (IQR) | 5.021 |
Descriptive statistics
| Standard deviation | 3.8935366 |
|---|---|
| Coefficient of variation (CV) | 0.15551861 |
| Kurtosis | -0.85522324 |
| Mean | 25.035825 |
| Median Absolute Deviation (MAD) | 3.075 |
| Skewness | -0.11095645 |
| Sum | 5432.774 |
| Variance | 15.159627 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 18.377 | 25 | |
| 27.258 | 24 | |
| 25.312 | 24 | |
| 25.104 | 24 | |
| 22.237 | 23 | |
| 30.892 | 22 | |
| 26.904 | 21 | |
| 30.818 | 18 | |
| 22.079 | 14 | |
| 20.819 | 13 | |
| Other values (2) | 9 | 4.1% |
| Value | Count | Frequency (%) |
| 18.377 | 25 | |
| 18.812 | 2 | 0.9% |
| 20.819 | 13 | |
| 22.079 | 14 | |
| 22.237 | 23 | |
| 25.104 | 24 | |
| 25.312 | 24 | |
| 25.859 | 7 | 3.2% |
| 26.904 | 21 | |
| 27.258 | 24 |
| Value | Count | Frequency (%) |
| 30.892 | 22 | |
| 30.818 | 18 | |
| 27.258 | 24 | |
| 26.904 | 21 | |
| 25.859 | 7 | 3.2% |
| 25.312 | 24 | |
| 25.104 | 24 | |
| 22.237 | 23 | |
| 22.079 | 14 | |
| 20.819 | 13 |
| Distinct | 12 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6424747 |
| Minimum | 2.471 |
|---|---|
| Maximum | 16.663 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 2.471 |
|---|---|
| 5-th percentile | 2.471 |
| Q1 | 7.16 |
| median | 11.483 |
| Q3 | 11.883 |
| 95-th percentile | 16.663 |
| Maximum | 16.663 |
| Range | 14.192 |
| Interquartile range (IQR) | 4.723 |
Descriptive statistics
| Standard deviation | 4.4395244 |
|---|---|
| Coefficient of variation (CV) | 0.46041338 |
| Kurtosis | -0.89878889 |
| Mean | 9.6424747 |
| Median Absolute Deviation (MAD) | 2.906 |
| Skewness | -0.40687824 |
| Sum | 2092.417 |
| Variance | 19.709377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 2.796 | 25 | |
| 11.682 | 24 | |
| 14.389 | 24 | |
| 11.883 | 24 | |
| 2.471 | 23 | |
| 11.483 | 22 | |
| 10.187 | 21 | |
| 16.663 | 18 | |
| 7.16 | 14 | |
| 8.121 | 13 | |
| Other values (2) | 9 | 4.1% |
| Value | Count | Frequency (%) |
| 2.471 | 23 | |
| 2.796 | 25 | |
| 4.536 | 2 | 0.9% |
| 7.16 | 14 | |
| 8.121 | 13 | |
| 10.187 | 21 | |
| 10.488 | 7 | 3.2% |
| 11.483 | 22 | |
| 11.682 | 24 | |
| 11.883 | 24 |
| Value | Count | Frequency (%) |
| 16.663 | 18 | |
| 14.389 | 24 | |
| 11.883 | 24 | |
| 11.682 | 24 | |
| 11.483 | 22 | |
| 10.488 | 7 | 3.2% |
| 10.187 | 21 | |
| 8.121 | 13 | |
| 7.16 | 14 | |
| 4.536 | 2 | 0.9% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.4110737 |
| Minimum | 5.377 |
|---|---|
| Maximum | 12.075 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 5.377 |
|---|---|
| 5-th percentile | 5.377 |
| Q1 | 6.838 |
| median | 7.7 |
| Q3 | 10.614 |
| 95-th percentile | 12.075 |
| Maximum | 12.075 |
| Range | 6.698 |
| Interquartile range (IQR) | 3.776 |
Descriptive statistics
| Standard deviation | 2.0251793 |
|---|---|
| Coefficient of variation (CV) | 0.24077536 |
| Kurtosis | -0.95061379 |
| Mean | 8.4110737 |
| Median Absolute Deviation (MAD) | 1.198 |
| Skewness | 0.36582967 |
| Sum | 1825.203 |
| Variance | 4.1013511 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 8.898 | 25 | |
| 7.485 | 24 | |
| 5.377 | 24 | |
| 6.838 | 24 | |
| 10.614 | 23 | |
| 12.075 | 22 | |
| 7.7 | 21 | |
| 10.697 | 18 | |
| 6.544 | 14 | |
| 7.413 | 13 | |
| Other values (2) | 9 | 4.1% |
| Value | Count | Frequency (%) |
| 5.377 | 24 | |
| 6.544 | 14 | |
| 6.838 | 24 | |
| 7.251 | 2 | 0.9% |
| 7.413 | 13 | |
| 7.485 | 24 | |
| 7.7 | 21 | |
| 8.898 | 25 | |
| 9.064 | 7 | 3.2% |
| 10.614 | 23 |
| Value | Count | Frequency (%) |
| 12.075 | 22 | |
| 10.697 | 18 | |
| 10.614 | 23 | |
| 9.064 | 7 | 3.2% |
| 8.898 | 25 | |
| 7.7 | 21 | |
| 7.485 | 24 | |
| 7.413 | 13 | |
| 7.251 | 2 | 0.9% |
| 6.838 | 24 |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 177 | |
| 1.0 | 40 | 18.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 177 | |
| 1.0 | 40 | 18.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 394 | |
| . | 217 | |
| 1 | 40 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 434 | |
| Other Punctuation | 217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 394 | |
| 1 | 40 | 9.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 651 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 394 | |
| . | 217 | |
| 1 | 40 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 394 | |
| . | 217 | |
| 1 | 40 | 6.1% |
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 12.7 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 177 | |
| 1.0 | 40 | 18.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0.0 | 177 | |
| 1.0 | 40 | 18.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 394 | |
| . | 217 | |
| 1 | 40 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 434 | |
| Other Punctuation | 217 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 394 | |
| 1 | 40 | 9.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 217 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 651 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 394 | |
| . | 217 | |
| 1 | 40 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 651 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 394 | |
| . | 217 | |
| 1 | 40 | 6.1% |
| Distinct | 12 |
|---|---|
| Distinct (%) | 5.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19.538332 |
| Minimum | 13.864 |
|---|---|
| Maximum | 23.736 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 3.4 KiB |
Quantile statistics
| Minimum | 13.864 |
|---|---|
| 5-th percentile | 14.172 |
| Q1 | 16.598 |
| median | 21.25 |
| Q3 | 22.279 |
| 95-th percentile | 23.736 |
| Maximum | 23.736 |
| Range | 9.872 |
| Interquartile range (IQR) | 5.681 |
Descriptive statistics
| Standard deviation | 3.2895619 |
|---|---|
| Coefficient of variation (CV) | 0.16836452 |
| Kurtosis | -1.2946739 |
| Mean | 19.538332 |
| Median Absolute Deviation (MAD) | 2.412 |
| Skewness | -0.27754956 |
| Sum | 4239.818 |
| Variance | 10.821217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=12)
| Value | Count | Frequency (%) |
| 14.172 | 25 | |
| 21.4 | 24 | |
| 22.279 | 24 | |
| 16.598 | 24 | |
| 18.838 | 23 | |
| 23.736 | 22 | |
| 23.6 | 21 | |
| 21.25 | 18 | |
| 17.471 | 14 | |
| 15.408 | 13 | |
| Other values (2) | 9 | 4.1% |
| Value | Count | Frequency (%) |
| 13.864 | 2 | 0.9% |
| 14.172 | 25 | |
| 15.408 | 13 | |
| 16.598 | 24 | |
| 17.471 | 14 | |
| 18.838 | 23 | |
| 18.954 | 7 | 3.2% |
| 21.25 | 18 | |
| 21.4 | 24 | |
| 22.279 | 24 |
| Value | Count | Frequency (%) |
| 23.736 | 22 | |
| 23.6 | 21 | |
| 22.279 | 24 | |
| 21.4 | 24 | |
| 21.25 | 18 | |
| 18.954 | 7 | 3.2% |
| 18.838 | 23 | |
| 17.471 | 14 | |
| 16.598 | 24 | |
| 15.408 | 13 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.4 KiB |
| Summer | |
|---|---|
| Spring | |
| Autumn | |
| Winter |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 6 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Winter |
|---|---|
| 2nd row | Winter |
| 3rd row | Winter |
| 4th row | Winter |
| 5th row | Winter |
Common Values
| Value | Count | Frequency (%) |
| Summer | 63 | |
| Spring | 53 | |
| Autumn | 51 | |
| Winter | 50 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| summer | 63 | |
| spring | 53 | |
| autumn | 51 | |
| winter | 50 |
Most occurring characters
| Value | Count | Frequency (%) |
| m | 177 | |
| r | 166 | |
| u | 165 | |
| n | 154 | |
| S | 116 | |
| e | 113 | |
| i | 103 | |
| t | 101 | |
| p | 53 | 4.1% |
| g | 53 | 4.1% |
| Other values (2) | 101 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1085 | |
| Uppercase Letter | 217 | 16.7% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| m | 177 | |
| r | 166 | |
| u | 165 | |
| n | 154 | |
| e | 113 | |
| i | 103 | |
| t | 101 | |
| p | 53 | 4.9% |
| g | 53 | 4.9% |
Uppercase Letter
| Value | Count | Frequency (%) |
| S | 116 | |
| A | 51 | |
| W | 50 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1302 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| m | 177 | |
| r | 166 | |
| u | 165 | |
| n | 154 | |
| S | 116 | |
| e | 113 | |
| i | 103 | |
| t | 101 | |
| p | 53 | 4.1% |
| g | 53 | 4.1% |
| Other values (2) | 101 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1302 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| m | 177 | |
| r | 166 | |
| u | 165 | |
| n | 154 | |
| S | 116 | |
| e | 113 | |
| i | 103 | |
| t | 101 | |
| p | 53 | 4.1% |
| g | 53 | 4.1% |
| Other values (2) | 101 |
Interactions
Correlations
| ALT (U/L) | AST (U/L) | Age (at enrolment) | CD4 cell count (cells/µL) | HIV viral load (copies/mL) | MCV (MEAN CELL VOLUME) | Platelet count (×10³/µL) | RDW | Race | Sex | White blood cell count (×10³/µL) | climate_daily_max_temp | climate_daily_mean_temp | climate_daily_min_temp | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | climate_temp_anomaly | creatinine clearance | creatinine_umol_L | hemoglobin_g_dL | total_cholesterol_mg_dL | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ALT (U/L) | 1.000 | 0.737 | -0.026 | 0.122 | 0.000 | -0.094 | -0.047 | -0.166 | 0.000 | 0.000 | 0.025 | -0.011 | -0.069 | -0.023 | 0.000 | 0.000 | -0.053 | 0.000 | 0.031 | -0.033 | 0.167 | 0.316 | -0.027 |
| AST (U/L) | 0.737 | 1.000 | -0.011 | 0.086 | 0.000 | -0.146 | -0.060 | -0.078 | 0.000 | 0.236 | -0.104 | -0.007 | -0.071 | -0.029 | 0.051 | 0.051 | -0.055 | 0.000 | 0.052 | -0.236 | 0.186 | 0.169 | -0.065 |
| Age (at enrolment) | -0.026 | -0.011 | 1.000 | 0.025 | 0.161 | 0.095 | -0.055 | -0.099 | 0.000 | 0.142 | -0.047 | -0.043 | -0.048 | -0.042 | 0.000 | 0.000 | -0.041 | 0.000 | -0.010 | -0.297 | 0.212 | 0.051 | 0.198 |
| CD4 cell count (cells/µL) | 0.122 | 0.086 | 0.025 | 1.000 | 0.000 | -0.065 | 0.251 | 0.054 | 0.000 | 0.227 | 0.617 | 0.023 | 0.024 | -0.060 | 0.078 | 0.078 | 0.074 | 0.038 | 0.064 | -0.002 | -0.038 | -0.040 | -0.014 |
| HIV viral load (copies/mL) | 0.000 | 0.000 | 0.161 | 0.000 | 1.000 | 0.000 | 0.293 | 0.000 | 0.000 | 0.000 | 0.055 | 0.000 | 0.104 | 0.402 | 0.099 | 0.099 | 0.121 | 0.070 | 0.133 | 0.000 | 0.000 | 0.117 | 0.000 |
| MCV (MEAN CELL VOLUME) | -0.094 | -0.146 | 0.095 | -0.065 | 0.000 | 1.000 | -0.106 | -0.142 | 0.000 | 0.189 | 0.008 | -0.087 | -0.035 | -0.028 | 0.136 | 0.136 | -0.069 | 0.000 | -0.092 | -0.146 | 0.031 | 0.196 | 0.071 |
| Platelet count (×10³/µL) | -0.047 | -0.060 | -0.055 | 0.251 | 0.293 | -0.106 | 1.000 | 0.128 | 0.000 | 0.346 | 0.369 | -0.080 | -0.096 | -0.113 | 0.000 | 0.000 | -0.043 | 0.000 | 0.047 | 0.252 | -0.278 | -0.340 | 0.119 |
| RDW | -0.166 | -0.078 | -0.099 | 0.054 | 0.000 | -0.142 | 0.128 | 1.000 | 0.000 | 0.136 | -0.012 | -0.050 | -0.061 | -0.058 | 0.000 | 0.000 | -0.069 | 0.000 | 0.063 | 0.113 | -0.191 | -0.483 | -0.103 |
| Race | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.000 | 0.187 | 0.187 | 0.069 | 0.000 | 0.000 | 0.187 | 0.034 | 0.199 | 0.000 | 0.000 | 0.000 | 0.000 |
| Sex | 0.000 | 0.236 | 0.142 | 0.227 | 0.000 | 0.189 | 0.346 | 0.136 | 0.000 | 1.000 | 0.261 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.309 | 0.589 | 0.595 | 0.012 |
| White blood cell count (×10³/µL) | 0.025 | -0.104 | -0.047 | 0.617 | 0.055 | 0.008 | 0.369 | -0.012 | 0.000 | 0.261 | 1.000 | 0.025 | 0.056 | -0.000 | 0.036 | 0.036 | 0.066 | 0.058 | -0.002 | 0.132 | -0.105 | 0.018 | 0.018 |
| climate_daily_max_temp | -0.011 | -0.007 | -0.043 | 0.023 | 0.000 | -0.087 | -0.080 | -0.050 | 0.187 | 0.000 | 0.025 | 1.000 | 0.902 | 0.623 | 0.986 | 0.986 | 0.847 | 0.815 | 0.366 | 0.014 | 0.062 | 0.047 | -0.082 |
| climate_daily_mean_temp | -0.069 | -0.071 | -0.048 | 0.024 | 0.104 | -0.035 | -0.096 | -0.061 | 0.187 | 0.000 | 0.056 | 0.902 | 1.000 | 0.783 | 0.986 | 0.986 | 0.821 | 0.817 | 0.145 | 0.032 | 0.003 | 0.043 | -0.052 |
| climate_daily_min_temp | -0.023 | -0.029 | -0.042 | -0.060 | 0.402 | -0.028 | -0.113 | -0.058 | 0.069 | 0.000 | -0.000 | 0.623 | 0.783 | 1.000 | 0.716 | 0.716 | 0.400 | 0.848 | -0.256 | 0.024 | -0.010 | 0.023 | -0.066 |
| climate_heat_day_p90 | 0.000 | 0.051 | 0.000 | 0.078 | 0.099 | 0.136 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.986 | 0.986 | 0.716 | 1.000 | 0.985 | 0.570 | 0.446 | 0.816 | 0.000 | 0.000 | 0.125 | 0.096 |
| climate_heat_day_p95 | 0.000 | 0.051 | 0.000 | 0.078 | 0.099 | 0.136 | 0.000 | 0.000 | 0.000 | 0.000 | 0.036 | 0.986 | 0.986 | 0.716 | 0.985 | 1.000 | 0.570 | 0.446 | 0.816 | 0.000 | 0.000 | 0.125 | 0.096 |
| climate_heat_stress_index | -0.053 | -0.055 | -0.041 | 0.074 | 0.121 | -0.069 | -0.043 | -0.069 | 0.187 | 0.000 | 0.066 | 0.847 | 0.821 | 0.400 | 0.570 | 0.570 | 1.000 | 0.815 | 0.199 | 0.043 | 0.002 | 0.042 | -0.054 |
| climate_season | 0.000 | 0.000 | 0.000 | 0.038 | 0.070 | 0.000 | 0.000 | 0.000 | 0.034 | 0.000 | 0.058 | 0.815 | 0.817 | 0.848 | 0.446 | 0.446 | 0.815 | 1.000 | 0.734 | 0.142 | 0.000 | 0.074 | 0.101 |
| climate_temp_anomaly | 0.031 | 0.052 | -0.010 | 0.064 | 0.133 | -0.092 | 0.047 | 0.063 | 0.199 | 0.000 | -0.002 | 0.366 | 0.145 | -0.256 | 0.816 | 0.816 | 0.199 | 0.734 | 1.000 | -0.009 | 0.109 | 0.045 | 0.032 |
| creatinine clearance | -0.033 | -0.236 | -0.297 | -0.002 | 0.000 | -0.146 | 0.252 | 0.113 | 0.000 | 0.309 | 0.132 | 0.014 | 0.032 | 0.024 | 0.000 | 0.000 | 0.043 | 0.142 | -0.009 | 1.000 | -0.676 | -0.171 | -0.077 |
| creatinine_umol_L | 0.167 | 0.186 | 0.212 | -0.038 | 0.000 | 0.031 | -0.278 | -0.191 | 0.000 | 0.589 | -0.105 | 0.062 | 0.003 | -0.010 | 0.000 | 0.000 | 0.002 | 0.000 | 0.109 | -0.676 | 1.000 | 0.449 | 0.098 |
| hemoglobin_g_dL | 0.316 | 0.169 | 0.051 | -0.040 | 0.117 | 0.196 | -0.340 | -0.483 | 0.000 | 0.595 | 0.018 | 0.047 | 0.043 | 0.023 | 0.125 | 0.125 | 0.042 | 0.074 | 0.045 | -0.171 | 0.449 | 1.000 | 0.150 |
| total_cholesterol_mg_dL | -0.027 | -0.065 | 0.198 | -0.014 | 0.000 | 0.071 | 0.119 | -0.103 | 0.000 | 0.012 | 0.018 | -0.082 | -0.052 | -0.066 | 0.096 | 0.096 | -0.054 | 0.101 | 0.032 | -0.077 | 0.098 | 0.150 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| study_source | Age (at enrolment) | Sex | Race | primary_date | Antiretroviral Therapy Status | CD4 cell count (cells/µL) | HIV viral load (copies/mL) | hemoglobin_g_dL | White blood cell count (×10³/µL) | Platelet count (×10³/µL) | MCV (MEAN CELL VOLUME) | RDW | ALT (U/L) | AST (U/L) | Albumin (g/dL) | creatinine_umol_L | creatinine clearance | total_cholesterol_mg_dL | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | JHB_WRHI_003 | 30.0 | Female | Black | 2016-07-19 | Positive | 1020.0 | 0.0 | 10.9 | 5.21 | 390.0 | 83.6 | 18.1 | 16.0 | 25.0 | NaN | 49.0 | 145.0 | 6.79 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 1 | JHB_WRHI_003 | 53.0 | Female | Black | 2016-07-19 | Positive | 446.0 | 0.0 | 13.5 | 3.68 | 234.0 | 112.8 | 16.1 | 8.0 | 15.0 | NaN | 74.0 | 65.0 | 4.93 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 2 | JHB_WRHI_003 | 36.0 | Female | Black | 2016-07-19 | Positive | 1054.0 | 40.0 | 13.3 | 7.71 | 344.0 | 81.5 | 13.2 | 17.0 | 17.0 | NaN | 59.0 | 199.0 | 5.19 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 3 | JHB_WRHI_003 | 47.0 | Female | Black | 2016-07-19 | Positive | 989.0 | 0.0 | 10.8 | 6.35 | 257.0 | 107.2 | 15.5 | 11.0 | 12.0 | NaN | 53.0 | 181.0 | 6.69 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 4 | JHB_WRHI_003 | 34.0 | Male | Black | 2016-07-19 | Positive | 160.0 | 40.0 | 11.2 | 4.17 | 343.0 | 102.0 | 15.0 | 41.0 | 32.0 | NaN | 66.0 | 145.0 | 3.19 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 5 | JHB_WRHI_003 | 40.0 | Female | Black | 2016-07-21 | Positive | 989.0 | 40.0 | 15.1 | 7.09 | 319.0 | 101.2 | 14.1 | 14.0 | 17.0 | NaN | 52.0 | 177.0 | 5.58 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 6 | JHB_WRHI_003 | 35.0 | Male | Black | 2016-07-19 | Positive | 453.0 | 0.0 | 17.4 | 4.66 | 229.0 | 94.9 | 13.7 | 30.0 | 24.0 | NaN | 98.0 | 113.0 | 5.52 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 7 | JHB_WRHI_003 | 30.0 | Male | Black | 2016-07-21 | Positive | 288.0 | 0.0 | 17.7 | 4.12 | 240.0 | 87.5 | 13.8 | 64.0 | 43.0 | NaN | 81.0 | 84.0 | 4.56 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 8 | JHB_WRHI_003 | 44.0 | Female | Black | 2016-07-22 | Positive | 907.0 | 0.0 | 12.3 | 4.77 | 230.0 | 92.9 | 15.0 | 25.0 | 31.0 | NaN | 74.0 | 119.0 | 4.12 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| 9 | JHB_WRHI_003 | 36.0 | Male | Black | 2016-07-25 | Positive | 509.0 | 40.0 | 15.5 | 4.72 | 186.0 | 97.1 | 12.9 | 28.0 | 26.0 | NaN | 59.0 | 154.0 | 4.26 | 0.0 | 1.0 | False | 1.0 | 10.663 | 18.377 | 2.796 | 8.898 | 0.0 | 0.0 | 14.172 | Winter |
| study_source | Age (at enrolment) | Sex | Race | primary_date | Antiretroviral Therapy Status | CD4 cell count (cells/µL) | HIV viral load (copies/mL) | hemoglobin_g_dL | White blood cell count (×10³/µL) | Platelet count (×10³/µL) | MCV (MEAN CELL VOLUME) | RDW | ALT (U/L) | AST (U/L) | Albumin (g/dL) | creatinine_umol_L | creatinine clearance | total_cholesterol_mg_dL | cd4_correction_applied | final_comprehensive_fix_applied | waist_circ_unit_correction_applied | sa_biomarker_standards | climate_daily_mean_temp | climate_daily_max_temp | climate_daily_min_temp | climate_temp_anomaly | climate_heat_day_p90 | climate_heat_day_p95 | climate_heat_stress_index | climate_season | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 207 | JHB_WRHI_003 | 46.0 | Male | Black | 2017-05-10 | Positive | 190.0 | 40.0 | 14.3 | 4.36 | 225.0 | 86.3 | 15.3 | 40.0 | 30.0 | NaN | 62.0 | 106.0 | 4.62 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 208 | JHB_WRHI_003 | 33.0 | Male | Black | 2017-05-22 | Positive | 596.0 | 0.0 | 15.5 | 4.45 | 237.0 | 84.6 | 15.2 | 97.0 | 50.0 | NaN | 89.0 | 131.0 | 6.04 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 209 | JHB_WRHI_003 | 43.0 | Female | Black | 2017-05-18 | Positive | 541.0 | 40.0 | 12.8 | 4.58 | 403.0 | 113.6 | 15.2 | 27.0 | 20.0 | NaN | 45.0 | 177.0 | 6.24 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 210 | JHB_WRHI_003 | 42.0 | Male | Black | 2017-05-17 | Positive | 530.0 | 0.0 | 17.6 | 6.31 | 245.0 | 111.4 | 14.3 | 39.0 | 22.0 | NaN | 81.0 | 119.0 | 6.73 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 211 | JHB_WRHI_003 | 39.0 | Female | Black | 2017-05-16 | Positive | 390.0 | 0.0 | 11.6 | 4.29 | 254.0 | 102.9 | 20.0 | 14.0 | 14.0 | NaN | 44.0 | 172.0 | 4.46 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 212 | JHB_WRHI_003 | 39.0 | Male | Black | 2017-05-22 | Positive | 415.0 | 0.0 | 14.0 | 4.42 | 192.0 | 84.8 | 14.2 | 18.0 | 25.0 | NaN | 62.0 | 109.0 | 4.71 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 213 | JHB_WRHI_003 | 57.0 | Female | Black | 2017-06-06 | Positive | 786.0 | 63.0 | 11.3 | 8.15 | 447.0 | 89.2 | 13.8 | 16.0 | 17.0 | NaN | 71.0 | 120.0 | 6.03 | 0.0 | 1.0 | False | 1.0 | 11.285 | 18.812 | 4.536 | 7.251 | 0.0 | 0.0 | 13.864 | Winter |
| 214 | JHB_WRHI_003 | 61.0 | Male | Black | 2017-05-25 | Positive | 672.0 | 0.0 | 16.3 | 6.04 | 320.0 | 110.0 | 15.4 | 13.0 | 21.0 | NaN | 60.0 | 97.0 | 4.33 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 215 | JHB_WRHI_003 | 37.0 | Female | Black | 2017-05-26 | Positive | 520.0 | 0.0 | 12.0 | 4.22 | 248.0 | 101.0 | 13.8 | 16.0 | 22.0 | NaN | 48.0 | 127.0 | 5.84 | 0.0 | 1.0 | False | 1.0 | 13.167 | 20.819 | 8.121 | 7.413 | 0.0 | 0.0 | 15.408 | Autumn |
| 216 | JHB_WRHI_003 | 39.0 | Female | Black | 2017-06-15 | Positive | 888.0 | 40.0 | 12.9 | 4.22 | 210.0 | 90.0 | 13.9 | 46.0 | 32.0 | NaN | 66.0 | 90.0 | 6.25 | 0.0 | 1.0 | False | 1.0 | 11.285 | 18.812 | 4.536 | 7.251 | 0.0 | 0.0 | 13.864 | Winter |